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Collaboration for real-world scientific work

FLNet

Self-hosted clientsGoverned discoveryReproducible tools
At a glance

One stack, three roles

Data holdersDeploy clients, map data, and control access.
ResearchersFind cohorts, run analyses, and review governed results.
DevelopersPackage scientific workflows as reusable tools.

Know the pieces

The documentation is easier to navigate when the terminology is explicit. These are the building blocks used throughout the site.

FL-Net

The federated network model: multiple data holders keep control over local data while participating in shared discovery, analysis, and governed workflows.

FLNet

The product experience built on top of that model: a user-facing platform for finding data, running tools, and collaborating without rebuilding infrastructure from scratch.

Client Deployments

Self-hosted nodes operated by data holders. They expose metadata, enforce access rules, run connectors, and participate in federated analysis when permitted.

Typical workflow

FL-Net is designed so discovery, governance, execution, and interpretation follow a consistent sequence instead of turning into manual coordination.

01

Describe and publish metadata

Data holders model their local schema and expose only the information needed for discovery and governance.

02

Discover relevant data and tools

Researchers search the network, evaluate available tools, and assemble a project that matches their question.

03

Run governed analysis

Execution happens through reproducible tools and explicit permissions rather than ad hoc data movement.

04

Review outputs and iterate

Results, logs, and artifacts stay traceable, so teams can refine parameters and compare outcomes.